TRACK 02
State and identity in multi-agent systems
Why multi-agent systems break in state and execution identity before the prompt, and how to choose and combine LangGraph, Agno and CrewAI.
4 articles- 01
Multi-agent systems break in state before they break in the prompt
This series grew out of two very concrete situations. In one professional experience, I inherited a POC for a multi-agent architecture in which a supervisor built with LangGraph delegated work to agents implemented with Agno. The…
· 6 min read - 02
Did your agent forget the conversation, or did your architecture lose execution identity?
After examining state and continuity in the first part of this series, one of the most frequent causes of strange behavior deserves separate attention: identity. In a stateful system, a request continues the previous story only if the…
· 4 min read - 03
LangGraph + Agno in the same application
After dealing with an architecture where LangGraph and Agno shared responsibilities without a sufficiently clear boundary, the decision in my case was ultimately to migrate the entire solution to LangGraph.
· 6 min read - 04
LangGraph, Agno, or CrewAI? Choosing the abstraction that fits the problem
After discussing continuity difficulties in hybrid architectures, it is worth examining a more basic question: when would I start with LangGraph, Agno, or CrewAI? The three frameworks overlap, and all have evolved considerably. A…
· 6 min read